PythonWrap
The resilience and concurrency toolkit for every Python project: retry, circuit breaker, timeout, cache, rate limit, bulkhead, batching, async helpers and test helpers. Typed, sync and async, zero dependencies
What XERJ indexed
Snapshot
The whole repository at commit 3ae3e95021 (2026-10-27). main is 53 commits ahead.
Selected work

“Keep deadlines on real time under test overrides and fix limiter and …”. 16 files, 429 lines in tests, src/python_wrap.
Licence
The repository
LICENSE file checked at the pinned commit; the author agreed to inclusion.
The XERJ corpus
The author agreed by email on 2026-10-27. Same terms as the repository. Answers name the repo, the commit and the file:line.
selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution
asynciobulkheadcachingcircuit-breakerdecoratorspythonrate-limitingresilience
Example questions
- How does PythonWrap implement asyncio?
- What does src/python_wrap do in PythonWrap?
- Show the bulkhead code in PythonWrap.
Inside the indexed corpus
- On GitHub since 2025-01-17, last push 2026-10-29, 140 commits on main.
- The pin is 53 commits behind main; the corpus answers from the pinned code, not the newest.
Licence on GitHub and in the corpus
GitHub reported MIT for LitePy/PythonWrap on 2026-10-29, and the LICENSE file at commit 3ae3e95021 was reviewed as MIT. They match, so answers from this corpus carry the same terms as the live repository.
Contributors
Mahmoud Ahmed (@Pythondeveloper6) has 4 selected repositories on the hub.
Their other repository pages: Pythondeveloper6/django-vantage, Pythondeveloper6/redline, Pythondeveloper6/celery-manager.
Using XERJ with PythonWrap
- Search a SQL dump without restoring it The hub files it under Databases and storage engines.
- Best grep alternative for AI coding agents (2026)
- Ask questions about a GitHub repo without cloning it
- Index a reference library for a coding agent
The prompt
Paste it into your AI agent. It clones LitePy/PythonWrap at the pinned commit and indexes it on your machine.
Search the GitHub repository LitePy/PythonWrap with XERJ (https://hub.xerj.org/corpus/litepy--pythonwrap). Run these in a shell, in order, and check each result before the next: 1. xerj --help (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh 2. git clone https://github.com/LitePy/PythonWrap PythonWrap && git -C PythonWrap checkout 3ae3e950219cbd35fdbb5367b7408c9ef52bf98a 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./PythonWrap --url http://127.0.0.1:9200 --prefix pythonwrap --progress plain 5. xerj autoindex map --url http://127.0.0.1:9200 Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt Licence: MIT. Keep the copyright notice and credit the authors.
Related
Mahmoud AhmedDatabases and storage engines corporachaostoolkit-docsgiskardaioquicnkcodedev/resilibagowix/ratelimit-ioDarkStussy/aioscraper
Stats: GitHub API, fetched 2026-10-29. Selected work and consent: the XERJ registry.